{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 27: Constraints on Numbers of Assets\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1954%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9759%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2409%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0858%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9144%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1389%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6059%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0410%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0019%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7641%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1116%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9720%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9870%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0257%  0.4057%  0.4035%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2412% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1389% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3383%  0.1692% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9483% -1.1954%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8855% -4.6059% -2.5394%  ... -2.2066% -3.0309% -1.0410%   \n",
       "2016-01-08 -1.6402% -1.7641% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0330%  ...  1.6436%  0.0000%  0.9870%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9759%  0.6987%  1.7539% -0.1730%  0.2409%  1.3734% -1.0858%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9034% -2.9144%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0019%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1116% -1.1387% -0.9720% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Variance Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Sharpe ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.3491%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.4900%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.1435%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>12.6866%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.1966%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.6767%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 12.3491% 0.0000% 0.0000% 7.4900% 0.0000% 5.1435%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T  \\\n",
       "weights 0.0000% 0.0000%  ... 12.6866% 0.0000% 0.0000% 0.0000% 0.0000%   \n",
       "\n",
       "             TGT     TMO     TXT      VZ    ZION  \n",
       "weights 11.1966% 0.0000% 0.0000% 3.6767% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'CVaR' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean CVaR',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Assets: 8\n",
      "Number of Effective Assets: 5.838093029324602\n"
     ]
    }
   ],
   "source": [
    "# Number of assets in portfolio\n",
    "n_assets = np.sum(np.where(np.round(w,4) > 0, 1, 0)).item()\n",
    "\n",
    "# Number of effective assets in portfolio\n",
    "nea = 1/np.sum(w ** 2).item()\n",
    "\n",
    "print('Number of Assets:', n_assets)\n",
    "print('Number of Effective Assets:', nea)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Calculating the portfolio including a constraint on the maximum number of assets.\n",
    "\n",
    "This kind of constraint help us to put a limit in the maximum number of assets, this could be helpful for small investors that can't afford buy too many assets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.6520%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>25.2276%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.6289%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 14.6520% 0.0000% 0.0000% 25.2276% 0.0000% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T      TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 14.6289%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First we need to set a solver that support Mixed Integer Programming\n",
    "port.solvers = ['MOSEK']\n",
    "\n",
    "# Then we need to set the cardinality constraint (maximum number of assets)\n",
    "port.card = 5\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean CVaR',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Assets: 5\n",
      "Number of Effective Assets: 4.756366168564972\n"
     ]
    }
   ],
   "source": [
    "# Number of assets in portfolio\n",
    "n_assets = np.sum(np.where(np.round(w,4) > 0, 1, 0)).item()\n",
    "\n",
    "# Number of effective assets in portfolio\n",
    "nea = 1/np.sum(w ** 2).item()\n",
    "\n",
    "print('Number of Assets:', n_assets)\n",
    "print('Number of Effective Assets:', nea)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 Calculating the portfolio including a constraint on the minimum number of effective assets.\n",
    "\n",
    "This kind of constraint help us to put a limit in the minimum number of effective assets, this could be helpful to increase the portfolio diversification."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.9947%</td>\n",
       "      <td>10.2051%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.2054%</td>\n",
       "      <td>8.9364%</td>\n",
       "      <td>0.5314%</td>\n",
       "      <td>5.6818%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.5071%</td>\n",
       "      <td>1.0958%</td>\n",
       "      <td>0.8461%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.5691%</td>\n",
       "      <td>10.5069%</td>\n",
       "      <td>5.1072%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.8715%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 5.9947% 10.2051% 0.0000% 3.2054% 8.9364% 0.5314% 5.6818%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T  \\\n",
       "weights 0.0000% 0.0000%  ... 10.5071% 1.0958% 0.8461% 0.0000% 2.5691%   \n",
       "\n",
       "             TGT     TMO     TXT      VZ    ZION  \n",
       "weights 10.5069% 5.1072% 0.0000% 7.8715% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First we need to delete the cardinality constraint\n",
    "port.card = None \n",
    "\n",
    "# Then we need to set the constraint on the minimum number of effective assets\n",
    "port.nea = 12\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.6 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean CVaR',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Assets: 16\n",
      "Number of Effective Assets: 12.000000000062988\n"
     ]
    }
   ],
   "source": [
    "# Number of assets in portfolio\n",
    "n_assets = np.sum(np.where(np.round(w,4) > 0, 1, 0)).item()\n",
    "\n",
    "# Number of effective assets in portfolio\n",
    "nea = 1/np.sum(w ** 2).item()\n",
    "\n",
    "print('Number of Assets:', n_assets)\n",
    "print('Number of Effective Assets:', nea)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
